{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras.layers import  Conv2D,Activation,Softmax,dot,Reshape"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sSE_block(inputs):\n",
    "    x=Conv2D(1,1,strides=1,padding='same')(inputs)\n",
    "#     B,H,W,C----->B,H,W,\n",
    "    x=tf.keras.layers.Activation('sigmoid')(x)\n",
    "    x=tf.multiply(x,inputs)\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cSE(inputs,rate=16):\n",
    "    shape=inputs.shape\n",
    "    x=tf.keras.layers.GlobalAveragePooling2D()(inputs)\n",
    "    x=Reshape((1,1,shape[-1]))(x)\n",
    "    x=Conv2D(shape[-1]//16,1,strides=1,padding='same')(x)\n",
    "    x=Conv2D(shape[-1],1,strides=1,padding='same')(x)\n",
    "    x=tf.keras.layers.Activation('sigmoid')(x)\n",
    "    x=tf.multiply(x,inputs)\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def scSE_block(inputs):\n",
    "    s=sSE_block(inputs)\n",
    "    c=cSE(inputs,rate=16)\n",
    "    add=tf.add(s,c)\n",
    "    return add"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            [(None, 32, 32, 512) 0                                            \n",
      "__________________________________________________________________________________________________\n",
      "global_average_pooling2d (Globa (None, 512)          0           input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "reshape (Reshape)               (None, 1, 1, 512)    0           global_average_pooling2d[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_1 (Conv2D)               (None, 1, 1, 32)     16416       reshape[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d (Conv2D)                 (None, 32, 32, 1)    513         input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_2 (Conv2D)               (None, 1, 1, 512)    16896       conv2d_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "activation (Activation)         (None, 32, 32, 1)    0           conv2d[0][0]                     \n",
      "__________________________________________________________________________________________________\n",
      "activation_1 (Activation)       (None, 1, 1, 512)    0           conv2d_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "tf_op_layer_Mul (TensorFlowOpLa [(None, 32, 32, 512) 0           activation[0][0]                 \n",
      "                                                                 input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "tf_op_layer_Mul_1 (TensorFlowOp [(None, 32, 32, 512) 0           activation_1[0][0]               \n",
      "                                                                 input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "tf_op_layer_Add (TensorFlowOpLa [(None, 32, 32, 512) 0           tf_op_layer_Mul[0][0]            \n",
      "                                                                 tf_op_layer_Mul_1[0][0]          \n",
      "==================================================================================================\n",
      "Total params: 33,825\n",
      "Trainable params: 33,825\n",
      "Non-trainable params: 0\n",
      "__________________________________________________________________________________________________\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Input=tf.keras.layers.Input(shape=(32,32,512))\n",
    "out=scSE_block(Input)\n",
    "model=tf.keras.Model(inputs=Input,outputs=out)\n",
    "model.summary()\n",
    "tf.keras.utils.plot_model(model,to_file='GCNet.png',show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
